{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:32.236796Z",
     "start_time": "2021-02-06T09:24:32.221796Z"
    }
   },
   "outputs": [],
   "source": [
    "import ast\n",
    "import sys\n",
    "\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import PIL.Image\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "\n",
    "sys.path.insert(0, '..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:32.319065Z",
     "start_time": "2021-02-06T09:24:32.238003Z"
    }
   },
   "outputs": [],
   "source": [
    "from pytorch_image_classification import (\n",
    "    get_default_config,\n",
    "    create_model,\n",
    "    create_transform,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:32.343282Z",
     "start_time": "2021-02-06T09:24:32.320340Z"
    }
   },
   "outputs": [],
   "source": [
    "config = get_default_config()\n",
    "config.merge_from_file('../configs/imagenet/resnet18.yaml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:34.097658Z",
     "start_time": "2021-02-06T09:24:32.344294Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "device = torch.device(config.device)\n",
    "\n",
    "model = create_model(config)\n",
    "checkpoint = torch.load(\n",
    "    '../experiments/imagenet/resnet18/exp00/checkpoint_00090.pth')\n",
    "\n",
    "model.load_state_dict(checkpoint['model'])\n",
    "model.to(device)\n",
    "_ = model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:34.113155Z",
     "start_time": "2021-02-06T09:24:34.098735Z"
    }
   },
   "outputs": [],
   "source": [
    "transform = create_transform(config, is_train=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:34.557530Z",
     "start_time": "2021-02-06T09:24:34.114175Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "!wget https://gist.githubusercontent.com/yrevar/942d3a0ac09ec9e5eb3a/raw/238f720ff059c1f82f368259d1ca4ffa5dd8f9f5/imagenet1000_clsidx_to_labels.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:34.587135Z",
     "start_time": "2021-02-06T09:24:34.563884Z"
    }
   },
   "outputs": [],
   "source": [
    "with open('imagenet1000_clsidx_to_labels.txt') as f:\n",
    "    index2label = ast.literal_eval(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:34.837761Z",
     "start_time": "2021-02-06T09:24:34.588778Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "!wget https://images.pexels.com/photos/2071873/pexels-photo-2071873.jpeg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:35.469123Z",
     "start_time": "2021-02-06T09:24:34.844437Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv2.imread('pexels-photo-2071873.jpeg')\n",
    "plt.imshow(image[:, :, ::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-02-06T09:24:35.533131Z",
     "start_time": "2021-02-06T09:24:35.470198Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Egyptian cat</td>\n",
       "      <td>0.836771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>lynx, catamount</td>\n",
       "      <td>0.022285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tabby, tabby cat</td>\n",
       "      <td>0.020165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Siamese cat, Siamese</td>\n",
       "      <td>0.017015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tiger cat</td>\n",
       "      <td>0.007150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  label     score\n",
       "0          Egyptian cat  0.836771\n",
       "1       lynx, catamount  0.022285\n",
       "2      tabby, tabby cat  0.020165\n",
       "3  Siamese cat, Siamese  0.017015\n",
       "4             tiger cat  0.007150"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = transform(PIL.Image.fromarray(image))\n",
    "with torch.no_grad():\n",
    "    pred = model(data.unsqueeze(0).to(device))\n",
    "prob = F.softmax(pred, dim=1).cpu()\n",
    "\n",
    "scores, indices = prob.topk(k=5)\n",
    "scores = scores.numpy().ravel()\n",
    "\n",
    "indices = indices.numpy().ravel()\n",
    "names = [index2label[index] for index in indices]\n",
    "pd.DataFrame({'label': names, 'score': scores})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
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